Process structure-based recurrent neural network modeling for model predictive control of nonlinear processes

Predictive Control ◽

Network Modeling ◽

Neural Network Modeling ◽

Nonlinear Processes ◽

Process Structure

Process structure-based recurrent neural network modeling for predictive control: A comparative study

Chemical Engineering Research and Design ◽

10.1016/j.cherd.2021.12.046 ◽

2022 ◽

Author(s):

Mohammed S. Alhajeri ◽

Junwei Luo ◽

Zhe Wu ◽

Fahad Albalawi ◽

Panagiotis D. Christofides

Keyword(s):

Neural Network ◽

Comparative Study ◽

Predictive Control ◽

Network Modeling ◽

Neural Network Modeling ◽

Process Structure

Incorporating Structural Process Knowledge in Recurrent Neural Network Modeling of Nonlinear Processes

2020 American Control Conference (ACC) ◽

10.23919/acc45564.2020.9147519 ◽

2020 ◽

Author(s):

Zhe Wu ◽

David Rincon ◽

Panagiotis D. Christofides

Keyword(s):

Neural Network ◽

Network Modeling ◽

Neural Network Modeling ◽

Nonlinear Processes ◽

Process Knowledge ◽

Structural Process

Grouped-neural network modeling for model predictive control

ISA Transactions ◽

10.1016/s0019-0578(07)60079-2 ◽

2002 ◽

Vol 41 (2) ◽

pp. 195-202 ◽

Cited By ~ 7

Author(s):

Jing Ou ◽

R. Russell Rhinehart

Keyword(s):

Neural Network ◽

Predictive Control ◽

Network Modeling ◽

Neural Network Modeling

Neural network modeling and model predictive control of ionic electroactive polymer actuators

10.1117/12.2218728 ◽

2016 ◽

Author(s):

Sunjai Nakshatharan ◽

Andres Punning ◽

Alvo Aabloo

Keyword(s):

Neural Network ◽

Predictive Control ◽

Network Modeling ◽

Electroactive Polymer ◽

Neural Network Modeling ◽

Polymer Actuators

2018 12th International Symposium on Medical Information and Communication Technology (ISMICT) ◽

A Dynamic Model Estimation Scheme for Model Predictive Control of Anesthesia Using Recurrent Neural Network

10.1109/ismict.2018.8573720 ◽

2018 ◽

Author(s):

Yoshitomo Sakuma ◽

Ryuji Kohno

Keyword(s):

Neural Network ◽

Dynamic Model ◽

Predictive Control ◽

Model Estimation ◽

Estimation Scheme

A New Training Approach for Robust Recurrent Neural-Network Modeling of Nonlinear Circuits

IEEE Transactions on Microwave Theory and Techniques ◽

10.1109/tmtt.2009.2020832 ◽

2009 ◽

Vol 57 (6) ◽

pp. 1539-1553 ◽

Cited By ~ 17

Author(s):

Yi Cao ◽

Qi-Jun Zhang

Keyword(s):

Neural Network ◽

Network Modeling ◽

Nonlinear Circuits ◽

Neural Network Modeling ◽

Training Approach

Robust model predictive control of nonlinear affine systems based on a two-layer recurrent neural network

The 2011 International Joint Conference on Neural Networks ◽

10.1109/ijcnn.2011.6033195 ◽

2011 ◽

Cited By ~ 11

Author(s):

Zheng Yan ◽

Jun Wang

Keyword(s):

Neural Network ◽

Predictive Control ◽

Affine Systems ◽

Robust Model Predictive Control ◽

Robust Model

Recurrent neural network for solving model predictive control problem in application of four-tank benchmark

Neurocomputing ◽

10.1016/j.neucom.2016.01.020 ◽

2016 ◽

Vol 190 ◽

pp. 172-178 ◽

Cited By ~ 10

Author(s):

Jing Xu ◽

Chuandong Li ◽

Xing He ◽

Tingwen Huang

Keyword(s):

Neural Network ◽

Control Problem ◽

Predictive Control ◽

Recurrent Neural Network

Robust Model Predictive Control Using a Discrete-Time Recurrent Neural Network

Lecture Notes in Computer Science - Advances in Neural Networks - ISNN 2008 ◽

10.1007/978-3-540-87732-5_97 ◽

2008 ◽

pp. 883-892 ◽

Cited By ~ 8

Author(s):

Yunpeng Pan ◽

Jun Wang

Keyword(s):

Neural Network ◽

Predictive Control ◽

Discrete Time ◽

Robust Model Predictive Control ◽

Robust Model

Recurrent neural network modeling and learning control of flexible plates by nonlinear handling system

Proceedings of the 1994 IEEE International Conference on Robotics and Automation ◽

10.1109/robot.1994.351159 ◽

2002 ◽

Cited By ~ 3

Author(s):

F. Arai ◽

T. Tanaka ◽

T. Fukuda

Keyword(s):

Neural Network ◽

Network Modeling ◽

Learning Control ◽

Neural Network Modeling ◽

Handling System ◽

Flexible Plates